Methods › General › Neural Architecture Search › Aging Evolution
Aging Evolution
Introduced by Esteban Real et al. in Regularized Evolution for Image Classifier Architecture Search
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Aging Evolution, or Regularized Evolution, is an evolutionary algorithm for neural architecture search. Whereas in tournament selection, the best architectures are kept, in aging evolution we associate each genotype with an age, and bias the tournament selection to choose the younger genotypes. In the context of architecture search, aging evolution allows us to explore the search space more, instead of zooming in on good models too early, as non-aging evolution would.
Papers archive 2025-07-28
3 shown of 3, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Lessons from the Clustering Analysis of a Search Space: A Centroid-based Approach to Initializing NAS 20 Aug 2021 · 0 repositories · arXiv:2108.09126
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AgEBO-Tabular: Joint Neural Architecture and Hyperparameter Search with Autotuned Data-Parallel Training for Tabular Data 30 Oct 2020 · 0 repositories · arXiv:2010.16358
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Regularized Evolution for Image Classifier Architecture Search 5 Feb 2018 · 5 repositories · arXiv:1802.01548
Tasks archive 2025-07-28
6 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Neural Architecture Search | 3 |
| AutoML | 1 |
| Bayesian Optimization | 1 |
| Evolutionary Algorithms | 1 |
| Image Classification | 1 |
| Reinforcement Learning | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections